To hunt legally you would do so during the defined hunting seasons. The only thing open right now, in most states, is varmint hunting which isn't very popular. Hunting season for large ungulates, deer/elk/moose, usually starts in late August early Sept and runs through December.

Despite what some media outlets proclaim Pistols and AR's are not generally used for hunting.